{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.chdir('../')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/home/njuciairs/wangshuai/test/FinancialNagetiveEntityJudge'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from evaluation.evaluate import evaluate\n",
    "from data_utils.basic_data import load_train_val_dataset,load_basic_dataset\n",
    "from results_process.regulizer import remove_nine,remove_short_entity\n",
    "from results_process.utils import load_model_rs\n",
    "from results_process.bert_entity_model import reduce_rs_by_id\n",
    "from functools import reduce\n",
    "import numpy as np\n",
    "from data_utils.bert_multi_class_data import get_train_val_data_loader, get_test_loader,TestEntityDataset\n",
    "import pandas as pd\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs = [load_model_rs(model_name='multi_class_cross1',version_id=i) for i in range(2,11)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_df = load_basic_dataset(split='test')\n",
    "test_dataset = TestEntityDataset(test_df, max_len=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "texts = [sample.text for sample in test_dataset]\n",
    "entity = [t.split('[SEP]')[0][5:] for t in texts]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "for df in dfs:\n",
    "    df['key_entity'] = entity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "group = pd.concat(dfs).groupby(['id','key_entity'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "hesitate_samples = []\n",
    "for (id,key),df in group:\n",
    "    label_kind,vote_num = Counter(df['predict_labels']).most_common(1)[0]\n",
    "    if vote_num < 6:#将第一得票数小于6的作为犹豫样本\n",
    "        hesitate_samples.append((id,key))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "883"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(hesitate_samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "rs_list = []\n",
    "for (id,key),df in group:\n",
    "    label = Counter(df['predict_labels']).most_common(1)[0][0]\n",
    "    rs_list.append((id,key,label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_df = pd.DataFrame(rs_list,columns=['id','key_entity','predict_label'])[['id','predict_label','key_entity']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "rs_map = {}\n",
    "for id,label,entity in raw_df.values:\n",
    "    if id not in rs_map:\n",
    "        rs_map[id] = ([label],[entity])\n",
    "    else:\n",
    "        rs_map[id][0].append(label)\n",
    "        rs_map[id][1].append(entity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "items = []\n",
    "for k,v in rs_map.items():\n",
    "    labels,entities = v\n",
    "    senti = int(np.mean(labels) >= 1)\n",
    "    keys = []\n",
    "    for l,e in zip(labels,entities):\n",
    "        if l==2:\n",
    "            keys.append(e)\n",
    "    key_entity = ';'.join(keys)\n",
    "    if len(keys)==0 or senti==0:\n",
    "        key_entity = np.nan\n",
    "    items.append((k,senti,key_entity))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>negative</th>\n",
       "      <th>key_entity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>13001</td>\n",
       "      <td>1</td>\n",
       "      <td>北京华赢凯来资产管理有限公司;华赢凯来</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>13002</td>\n",
       "      <td>1</td>\n",
       "      <td>米袋;米袋计划</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>13003</td>\n",
       "      <td>1</td>\n",
       "      <td>易通;易通贷;通贷</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>13004</td>\n",
       "      <td>1</td>\n",
       "      <td>e租宝;租宝</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>13005</td>\n",
       "      <td>1</td>\n",
       "      <td>宜湃网;宜贷网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9992</td>\n",
       "      <td>22996</td>\n",
       "      <td>1</td>\n",
       "      <td>九州瀚海;九州证券;九鼎集团;金联储;金银岛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9993</td>\n",
       "      <td>22997</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9994</td>\n",
       "      <td>22998</td>\n",
       "      <td>1</td>\n",
       "      <td>上海聚胜投资管理有限公司;聚胜财富</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9995</td>\n",
       "      <td>22999</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9996</td>\n",
       "      <td>23000</td>\n",
       "      <td>1</td>\n",
       "      <td>宜贷网;贷网</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9997 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         id  negative              key_entity\n",
       "0     13001         1     北京华赢凯来资产管理有限公司;华赢凯来\n",
       "1     13002         1                 米袋;米袋计划\n",
       "2     13003         1               易通;易通贷;通贷\n",
       "3     13004         1                  e租宝;租宝\n",
       "4     13005         1                 宜湃网;宜贷网\n",
       "...     ...       ...                     ...\n",
       "9992  22996         1  九州瀚海;九州证券;九鼎集团;金联储;金银岛\n",
       "9993  22997         0                     NaN\n",
       "9994  22998         1       上海聚胜投资管理有限公司;聚胜财富\n",
       "9995  22999         0                     NaN\n",
       "9996  23000         1                  宜贷网;贷网\n",
       "\n",
       "[9997 rows x 3 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_df = pd.DataFrame(items,columns=['id','negative','key_entity'])\n",
    "raw_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "hesitate_ids = [id for id,_ in hesitate_samples]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#用来参考的模型结果\n",
    "other_rs_df = pd.read_csv('round2/tmp/senti_entity_goodremove_onround2data_notgoodremoved.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[13009, 13009, 13023]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hesitate_ids[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>negative</th>\n",
       "      <th>key_entity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>13023</td>\n",
       "      <td>1</td>\n",
       "      <td>唐小僧</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  negative key_entity\n",
       "22  13023         1        唐小僧"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_df.loc[raw_df['id']==13023]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "for hid in hesitate_ids:\n",
    "    raw_df.loc[raw_df['id']==hid,'negative'] = other_rs_df.loc[other_rs_df['id']==hid,'negative'].values[0]\n",
    "    raw_df.loc[raw_df['id']==hid,'key_entity'] = other_rs_df.loc[other_rs_df['id']==hid,'key_entity'].values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>negative</th>\n",
       "      <th>key_entity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>9980</td>\n",
       "      <td>22984</td>\n",
       "      <td>1</td>\n",
       "      <td>人人贷;平安普惠;宜人贷;玖富万卡套路贷</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id  negative            key_entity\n",
       "9980  22984         1  人人贷;平安普惠;宜人贷;玖富万卡套路贷"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_df.loc[raw_df['id']==hid]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#去重：把更短的去掉\n",
    "import numpy as np\n",
    "def remove_short_entity_by_long(entity_str):\n",
    "    \"\"\"\n",
    "    除去key_entity中同一实体的较短名称\n",
    "    :param entity_str:\n",
    "    :return:\n",
    "    \"\"\"\n",
    "    if not isinstance(entity_str, str):\n",
    "        return entity_str\n",
    "    entities = entity_str.split(';')\n",
    "    states = np.ones(len(entities))\n",
    "    for i, e in enumerate(entities):\n",
    "        for p in entities:\n",
    "            if e in p and len(e) < len(p):\n",
    "                print('removed %s by %s'%(e,p))\n",
    "                states[i] = 0\n",
    "    rs = []\n",
    "    for i, e in enumerate(entities):\n",
    "        if states[i] == 1:\n",
    "            rs.append(e)\n",
    "    rs = ';'.join(rs)\n",
    "    return rs\n",
    "\n",
    "good_remove = False\n",
    "def get_trans_map():\n",
    "    from data_utils.basic_data import load_basic_dataset\n",
    "    train_df = load_basic_dataset('train')\n",
    "    srcs = train_df['entity'].map(lambda x: list(str(x).split(';')))\n",
    "    dests = train_df['key_entity'].map(lambda x: list(str(x).split(';')))\n",
    "    trans_map = {}\n",
    "    both_existed_log = ''\n",
    "    for srcs, dests in list(zip(srcs, dests)):\n",
    "        for src in srcs:\n",
    "            if src == '':\n",
    "                continue\n",
    "            for e in srcs:\n",
    "                if e == '':\n",
    "                    continue\n",
    "                if (src in e or e in src) and e != src:\n",
    "                    if src in dests:\n",
    "                        trans_map[src + '-' + e] = src\n",
    "                        trans_map[e + '-' + src] = src\n",
    "                    if e in dests:\n",
    "                        trans_map[src + '-' + e] = e\n",
    "                        trans_map[e + '-' + src] = e\n",
    "                    if good_remove:\n",
    "                        if src in dests and e in dests:\n",
    "                            trans_map[src + '-' + e] = e + ';' + src\n",
    "                            trans_map[e + '-' + src] = e + ';' + src\n",
    "                            both_existed_log += e + ';' + src\n",
    "                            print('both existsed:', e + ';' + src)\n",
    "    return trans_map\n",
    "def trans_keys(trans_map, entity_str):\n",
    "    if not isinstance(entity_str, str):\n",
    "        return entity_str\n",
    "    es = list(filter(lambda x: str(x).strip() != '', entity_str.split(';')))\n",
    "    rs = set()\n",
    "    for e in es:\n",
    "        finded = False\n",
    "        for y in es:\n",
    "            if e + '-' + y in trans_map and e != y:\n",
    "                rs.add(trans_map[e + '-' + y])\n",
    "                finded = True\n",
    "        if not finded:\n",
    "            rs.add(e)\n",
    "    if len(rs) > 0:\n",
    "        rs = ';'.join(list(rs))\n",
    "    else:\n",
    "        rs = np.nan\n",
    "    return rs\n",
    "trans_map = get_trans_map()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "rs_df = raw_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>negative</th>\n",
       "      <th>key_entity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>13001</td>\n",
       "      <td>1</td>\n",
       "      <td>北京华赢凯来资产管理有限公司;华赢凯来</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>13002</td>\n",
       "      <td>1</td>\n",
       "      <td>米袋;米袋计划</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>13003</td>\n",
       "      <td>1</td>\n",
       "      <td>易通;易通贷;通贷</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>13004</td>\n",
       "      <td>1</td>\n",
       "      <td>e租宝;租宝</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>13005</td>\n",
       "      <td>1</td>\n",
       "      <td>宜湃网;宜贷网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9992</td>\n",
       "      <td>22996</td>\n",
       "      <td>1</td>\n",
       "      <td>九州瀚海;九州证券;九鼎集团;金联储;金银岛</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9993</td>\n",
       "      <td>22997</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9994</td>\n",
       "      <td>22998</td>\n",
       "      <td>1</td>\n",
       "      <td>上海聚胜投资管理有限公司;聚胜财富</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9995</td>\n",
       "      <td>22999</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9996</td>\n",
       "      <td>23000</td>\n",
       "      <td>1</td>\n",
       "      <td>宜贷网;贷网</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9997 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         id  negative              key_entity\n",
       "0     13001         1     北京华赢凯来资产管理有限公司;华赢凯来\n",
       "1     13002         1                 米袋;米袋计划\n",
       "2     13003         1               易通;易通贷;通贷\n",
       "3     13004         1                  e租宝;租宝\n",
       "4     13005         1                 宜湃网;宜贷网\n",
       "...     ...       ...                     ...\n",
       "9992  22996         1  九州瀚海;九州证券;九鼎集团;金联储;金银岛\n",
       "9993  22997         0                     NaN\n",
       "9994  22998         1       上海聚胜投资管理有限公司;聚胜财富\n",
       "9995  22999         0                     NaN\n",
       "9996  23000         1                  宜贷网;贷网\n",
       "\n",
       "[9997 rows x 3 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "removed 华赢凯来 by 北京华赢凯来资产管理有限公司\n",
      "removed 金投资 by 广西黄金投资有限责任公司\n",
      "removed 意隆财富 by 上海意隆财富投资管理有限公司\n",
      "removed 点融 by 点融网\n",
      "removed 民间资本 by 杭州浙忧民间资本理财服务有限公司\n",
      "removed 团贷 by 团贷网\n",
      "removed 88财富 by 88财富网\n",
      "removed 盛达 by 盛达投资\n",
      "removed 信和财富 by ????信和财富\n",
      "removed 商城 by 博邦商城\n",
      "removed 温商贷 by 浙江温商贷\n",
      "removed 融宝网 by 陕西融宝网信息技术有限公司\n",
      "removed 东方恒正 by 北京东方恒正科贸有限公司\n",
      "removed 88财富 by 88财富网\n",
      "removed 及贷 by 及贷分期\n",
      "removed 惠投资 by 广州万惠投资管理有限公司\n",
      "removed 融乐 by 信融乐\n",
      "removed i财富 by i财富因\n",
      "removed 红岭创投 by ????红岭创投\n",
      "removed 汇凯鑫 by 汇凯鑫创投\n",
      "removed 汇凯鑫 by 深圳市汇凯鑫投资管理有限公司\n",
      "removed 鑫投资 by 深圳市汇凯鑫投资管理有限公司\n",
      "removed 普惠投资 by 普惠投资有限公司\n",
      "removed 惠投资 by 普惠投资\n",
      "removed 惠投资 by 普惠投资有限公司\n",
      "removed 微贷 by 金猫微贷\n",
      "removed 永利宝 by 上海永利宝\n",
      "removed 慧理财 by 智慧理财\n",
      "removed 中比特 by 空中比特币俱乐部\n",
      "removed 优优 by 财优优\n",
      "removed 顺发 by 顺发投资\n",
      "removed 顺发 by 云南顺发投资管理有限公司\n",
      "removed 顺发投资 by 云南顺发投资管理有限公司\n",
      "removed 鑫合汇 by 杭州鑫合汇\n",
      "removed 88财富 by 88财富网\n",
      "removed 融金汇 by 天津融金汇银\n",
      "removed 石油化工 by 深圳石油化工交易所\n",
      "removed 聚金融 by 深圳宜聚金融互联网服务有限公司\n",
      "removed 汇通 by 诚汇通\n",
      "removed 融金汇 by 银科控股上海银天下(天津融金汇银上海浦东分公司)\n",
      "removed 人人贷 by 人人贷（友信）\n",
      "removed 钱包 by 小豆钱包\n",
      "removed 88财富 by 88财富网\n",
      "removed 优信 by 优信贷\n",
      "removed 优信 by 优信二手车\n",
      "removed 普惠投资 by 深圳市小牛普惠投资管理有限公司\n",
      "removed 惠投资 by 普惠投资\n",
      "removed 惠投资 by 深圳市小牛普惠投资管理有限公司\n",
      "removed 点融 by 点融网\n",
      "removed 金米米 by 金米米理财\n",
      "removed 国美在线 by 国美在线金融\n",
      "removed 国美 by 国美在线\n",
      "removed 国美 by 国美在线金融\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 融金汇 by 天津融金汇银\n",
      "removed 盛达 by 盛达投资\n",
      "removed yes金融 by yes金融网\n",
      "removed 人人行 by 人人行科技股份有限公司\n",
      "removed 安心 by 安心PLUS\n",
      "removed 安心 by 安心X\n",
      "removed 安心 by 安心计划\n",
      "removed 饿了么 by 饿了么未来餐厅\n",
      "removed 中润国盈 by 中润国盈投资（集团）董事长\n",
      "removed 海华 by 上海华通铂银交易市场\n",
      "removed 投资宝 by 红岭投资宝\n",
      "removed 佰亿猫 by 深圳佰亿猫\n",
      "removed 中益信 by 中益信金融\n",
      "removed 信金融 by 中益信金融\n",
      "removed 贷网 by 现贷网\n",
      "removed 邦理 by 邦邦理财\n",
      "removed 易贷 by 易贷在线\n",
      "removed 点滴聚 by 点滴聚财\n",
      "removed 聚财 by 点滴聚财\n",
      "removed 翡翠岛 by 翡翠岛理财\n",
      "removed 乐视 by 乐视金融\n",
      "removed 道理财 by 华融道理财\n",
      "removed 华融道 by 华融道理财\n",
      "removed 国融证券 by 国融证券?????\n",
      "removed 宜信 by 宜信普惠信息咨询有限公司\n",
      "removed 宜信 by 宜信惠民投资管理\n",
      "removed 点金 by 普点金服\n",
      "removed 汇聚财富 by 上海汇聚财富\n",
      "removed 国厚资产 by 深圳市国厚资产管理有限公司\n",
      "removed 融宝 by 融宝贷\n",
      "removed 钱包 by 够范钱包\n",
      "removed 金融服务 by 华夏万家金融服务外包有限公司\n",
      "removed 华夏万家 by 华夏万家金融服务外包有限公司\n",
      "removed 中金 by 中金贷\n",
      "removed 新华金典 by 新华金典财富管理股份有限公司\n",
      "removed 富宝 by 广富宝\n",
      "removed 快点理财 by 上海快点理财平台\n",
      "removed 88财富 by 88财富网\n",
      "removed 华夏 by 华夏信\n",
      "removed 华夏 by 华夏信\n",
      "removed 红星 by 红星美凯龙\n",
      "removed 点融 by 点融网\n",
      "removed 得宝理 by 得宝理财\n",
      "removed 农金 by 农金宝\n",
      "removed 小资钱包 by 海淀区小资钱包公司(资易贷平台)\n",
      "removed 资易贷 by 海淀区小资钱包公司(资易贷平台)\n",
      "removed 88财富 by 88财富网\n",
      "removed 小牛投资 by 深圳市小牛投资管理有限公司\n",
      "removed 小牛新财富 by 小牛新财富管理有限公司天津分公司\n",
      "removed 乐投财富 by 乐投财富投资管理有限公司\n",
      "removed 乐投 by 乐投财富投资管理有限公司\n",
      "removed 乐投 by 乐投财富\n",
      "removed 琥珀帝国 by AMBER琥珀帝国\n",
      "removed 瑞宝 by 东瑞宝力\n",
      "removed 招商银行 by ????招商银行\n",
      "removed 海晟垣公司 by 上海晟垣公司\n",
      "removed 财佰通 by 财佰通科技有限公司\n",
      "removed 贷网 by 爱贷网\n",
      "removed 云财富 by 云云财富\n",
      "removed 人人爱家 by 人人爱家金融平台\n",
      "removed e金融 by me金融\n",
      "removed 融宝 by 真融宝\n",
      "removed 红星 by 红星美凯龙\n",
      "removed 江苏绿能宝融资租赁有限公司 by 江苏绿能宝融资租赁有限公司（SPI全资子公司）\n",
      "removed 榕树 by 榕树贷款\n",
      "removed 点融 by 点融网\n",
      "removed 美银 by 美银金融\n",
      "removed 有家 by 快有家\n",
      "removed 壹佰金融 by 深圳壹佰金融服务有限公司\n",
      "removed 天天乐 by 51天天乐购\n",
      "removed 点融 by 点融网\n",
      "removed 聚信金 by 聚信金融\n",
      "removed 信金融 by 聚信金融\n",
      "removed 慧融财富 by 和慧融财富\n",
      "removed 能贷 by 车能贷\n",
      "removed 利创投 by 德利创投\n",
      "removed 银信贷 by 科银信贷\n",
      "removed 投融长富 by 投融长富集团\n",
      "removed 今金贷 by 兰州今金贷\n",
      "removed 联璧金融 by 联璧金融 \n",
      "removed 信金融 by 亿信金融\n",
      "removed 红岭金服 by 红岭金服 ?????\n",
      "removed 兴龙实业 by 东方金钰控股股东云南兴龙实业有限公司\n",
      "removed 东方金钰 by 东方金钰控股股东云南兴龙实业有限公司\n",
      "removed 想宝 by 理想宝\n",
      "removed 88财富 by 88财富网\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 点融 by 点融网\n",
      "removed 智投 by 智投资\n",
      "removed 智投 by 财智投资\n",
      "removed 智投资 by 财智投资\n",
      "removed 荷包金融 by 深圳市荷包金融理财公司\n",
      "removed 港金融 by 易港金融\n",
      "removed 聚宝 by 惠农聚宝\n",
      "removed 小资钱包 by 海淀区小资钱包公司(资易贷平台)\n",
      "removed 资易贷 by 海淀区小资钱包公司(资易贷平台)\n",
      "removed 微贷 by 郝美微贷\n",
      "removed 好借 by 好借存\n",
      "removed 永利宝 by 上海永利宝\n",
      "removed 商贷网 by 河南豫商贷网络科技有限公司\n",
      "removed 豫商贷 by 河南豫商贷网络科技有限公司\n",
      "removed 贷网 by 商贷网\n",
      "removed 贷网 by 河南豫商贷网络科技有限公司\n",
      "removed 融金汇 by 天津融金汇银\n",
      "removed 金钰珠宝 by 深圳市东方金钰珠宝实业有限公司\n",
      "removed 极速贷 by 中和金服极速贷\n",
      "removed 钱贷 by 向钱贷\n",
      "removed 邦理 by 邦邦理财\n",
      "removed 富友支付 by 上海富友支付服务股份有限公司\n",
      "removed 钱包 by 小豆钱包\n",
      "removed 卡卡贷 by 维信卡卡贷\n",
      "removed 芒果金融 by 芒果金融理财\n",
      "removed 钱宝 by 瑞钱宝\n",
      "removed 抓钱猫 by p2p抓钱猫\n",
      "removed 蓝天格锐 by 蓝天格锐电子科技有限公司\n",
      "removed 蓝天格锐 by 天津蓝天格锐电子科技有限公司\n",
      "removed 蓝天格锐电子科技有限公司 by 天津蓝天格锐电子科技有限公司\n",
      "removed 天格 by 蓝天格锐\n",
      "removed 天格 by 蓝天格锐电子科技有限公司\n",
      "removed 天格 by 天津蓝天格锐电子科技有限公司\n",
      "removed 惠借 by 惠借款\n",
      "removed 小额贷 by 广州市盛融小额贷款股份有限公司\n",
      "removed 中金投 by 中金投资\n",
      "removed 金投资 by 中金投资\n",
      "removed 贷网 by 畅贷网\n",
      "removed 银票网 by 上海鸿翔银票网互联网金融信息服务有限公司\n",
      "removed 点融 by 点融网\n",
      "removed 融金汇 by 天津融金汇银\n",
      "removed 点融 by 点融网\n",
      "removed 邦理 by 邦邦理财\n",
      "removed 华融道 by 华融道平台\n",
      "removed 卡卡贷 by 维信卡卡贷\n",
      "removed 聚财猫 by ????聚财猫\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 有融网 by 浙江有融网\n",
      "removed 魔袋金融 by 上海魔袋金融\n",
      "removed 智融会 by ????智融会\n",
      "removed 鼎金投资 by 北京鼎金投资\n",
      "removed 金投资 by 北京鼎金投资\n",
      "removed 金投资 by 鼎金投资\n",
      "removed 普惠信贷 by 平安普惠信贷公司\n",
      "removed 惠信贷 by 普惠信贷\n",
      "removed 惠信贷 by 平安普惠信贷公司\n",
      "removed 汇富 by 汇富帮\n",
      "removed 金投 by 微金投\n",
      "removed 能贷 by 车能贷\n",
      "removed 介贷 by 介贷网\n",
      "removed 利创投 by 德利创投\n",
      "removed 能贷 by 车能贷\n",
      "removed 贷网 by 爱贷网\n",
      "removed 金钱包 by 黄金钱包\n",
      "removed 钱包 by 金钱包\n",
      "removed 钱包 by 黄金钱包\n",
      "removed 贷网 by 爱贷网\n",
      "removed 贷网 by 现贷网\n",
      "removed 优品聚众 by 优品聚众科技资产\n",
      "removed 优品 by 优品聚众\n",
      "removed 优品 by 优品聚众科技资产\n",
      "removed 中云 by 中云动力\n",
      "removed 云动 by 中云动力\n",
      "removed 盛投资 by 中盛投资\n",
      "removed 盛投资 by 嘉峪关中盛投资有限责任公司\n",
      "removed 中盛投资 by 嘉峪关中盛投资有限责任公司\n",
      "removed 信和财富 by ????信和财富\n",
      "removed 汇通 by 汇通钱箱\n",
      "removed 商贷网 by 河南豫商贷网络科技有限公司\n",
      "removed 豫商贷 by 河南豫商贷网络科技有限公司\n",
      "removed 贷网 by 商贷网\n",
      "removed 贷网 by 河南豫商贷网络科技有限公司\n",
      "removed 88财富 by 88财富网\n",
      "removed 善林 by 善林金融\n",
      "removed 国融 by 国融金控\n",
      "removed 国融 by 前海国融\n",
      "removed 88财富 by 88财富网\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 联合金融 by 联合金融机构\n",
      "removed hpa by hpa全球健康\n",
      "removed 全球健康 by hpa全球健康\n",
      "removed 中金投 by 中金投资\n",
      "removed 金投资 by 中金投资\n",
      "removed e周行 by e周行资金\n",
      "removed 贷网 by 爱贷网\n",
      "removed 丰收宝 by 51丰收宝\n",
      "removed 及贷 by 及贷分期\n",
      "removed 惠投资 by 广州万惠投资管理有限公司\n",
      "removed 池州万家 by 池州万家金融服务有限公司\n",
      "removed 易贷 by 众易贷\n",
      "removed 饿了么 by 饿了么未来餐厅\n",
      "removed 口贷网 by ????口贷网\n",
      "removed 88财富 by 88财富网\n",
      "removed 金融服务 by 江灏通金融服务外包有限公司\n",
      "removed 掌盈金服 by  掌盈金服\n",
      "removed 善林财富 by 广群金融善林财富\n",
      "removed 善林金融 by 善林金融公司\n",
      "removed 贝格富 by 海南贝格富科技有限公司\n",
      "removed 易捷金融 by 成都易捷金融\n",
      "removed 汇富 by 汇富帮\n",
      "removed 贷网 by 爱贷网\n",
      "removed 众投 by 创新众投\n",
      "removed 民众金融 by 天眼民众金融科技\n",
      "removed 信汇通 by 云信汇通\n",
      "removed 汇通 by 信汇通\n",
      "removed 汇通 by 云信汇通\n",
      "removed 信汇 by 信汇通\n",
      "removed 信汇 by 云信汇通\n",
      "removed 平安银行 by 上海平安银行\n",
      "removed 小钱 by 小钱小乐\n",
      "removed 环球 by MS坚固环球\n",
      "removed 环球 by 坚固环球\n",
      "removed 坚固环球 by MS坚固环球\n",
      "removed 钱包 by 小豆钱包\n",
      "removed 聚金 by 聚金投资\n",
      "removed 金投 by 聚金投资\n",
      "removed 金投 by 金投资\n",
      "removed 金投资 by 聚金投资\n",
      "removed 财华国际 by 中国财华国际期货（香港）有限公司\n",
      "removed 财华国际 by 英国财华国际期货（香港）有限公司集团\n",
      "removed 乐钱 by 乐钱宝\n",
      "removed 宜贷网 by 宜贷网  ?????\n",
      "removed 能贷 by 车能贷\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 科创集团 by 中科创集团\n",
      "removed 富友支付 by 北京鼎聚恒企业管理有限公司 上海富友支付有限公司 \n",
      "removed 牛牛通宝 by 圳市牛牛通宝科技文化产业有限公司\n",
      "removed 普惠投资 by 深圳市小牛普惠投资管理有限公司\n",
      "removed 惠投资 by 普惠投资\n",
      "removed 惠投资 by 深圳市小牛普惠投资管理有限公司\n",
      "removed 富友支付 by 上海富友支付服务股份有限公司\n",
      "removed 菠菜理财 by 菠菜理财金融平台\n",
      "removed 雄鑫投资有限公司 by 隆德县雄鑫投资有限公司\n",
      "removed 鑫投资 by 隆德县雄鑫投资有限公司\n",
      "removed 鑫投资 by 雄鑫投资有限公司\n",
      "removed 盐商集团 by 上海盐商集团有限公司\n",
      "removed 证通 by 上海证通股份有 ?????\n",
      "removed 国融 by 国融宝\n",
      "removed 融宝 by 国融宝\n",
      "removed 比特矿 by 比特矿山\n",
      "removed 及贷 by 及贷分期\n",
      "removed 惠投资 by 广州万惠投资管理有限公司\n",
      "removed 点融 by 点融网\n",
      "removed 银生宝 by 上海银生宝电子支付服务有限公司\n",
      "removed 杉德 by 杉德支付网络服务发展有限公司\n",
      "removed 众投 by 众投在线\n",
      "removed 友信 by 友信贷款\n",
      "removed 微贷 by 微贷网\n",
      "removed 贷网 by 微贷网\n",
      "removed 中银投资 by 大同市南郊区中银投资担保有限公司\n",
      "removed 点融 by 点融网\n",
      "removed 信和财富 by 信和财富文登分公司\n",
      "removed 微贷 by 赫美微贷\n",
      "removed 智投 by 智投资\n",
      "removed 智投 by 财智投资\n",
      "removed 智投资 by 财智投资\n",
      "removed 创鑫 by 创鑫贷\n",
      "removed 东方金钰 by 深圳东方金钰珠宝\n",
      "removed 中金 by 中金贷\n",
      "removed 华夏万家 by 华夏万家（北京）金融服务外包有限公司\n",
      "removed 鼎财富 by 问鼎财富\n",
      "removed 易贷 by 车易贷\n",
      "removed 温商贷 by ????温商贷\n",
      "removed 草根 by 草根投资\n",
      "removed 玖富万卡 by 玖富万卡套路贷\n",
      "removed 醉美投资管理有限公司 by 杭州醉美投资管理有限公司\n",
      "removed 普惠投资 by 深圳小牛普惠投资管理有限公司\n",
      "removed 惠投资 by 普惠投资\n",
      "removed 惠投资 by 深圳小牛普惠投资管理有限公司\n",
      "removed 中金 by 中金金融\n",
      "removed 惠盈理财 by 网贷平台惠盈理财\n",
      "removed 牛板金 by 杭州江干牛板金\n",
      "removed 信和财富 by ????信和财富\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 米贷 by 玉米贷\n",
      "removed 及贷 by 及贷分期\n",
      "removed 惠投资 by 广州万惠投资管理有限公司\n",
      "removed 中金 by 中金贷\n",
      "removed 恒瑞财富 by 恒瑞财富网\n",
      "removed 汇通 by 鼎亨汇通\n",
      "removed 咸鱼 by 咸鱼理财\n",
      "removed 金投 by 微金投\n",
      "removed 冠群 by 冠群驰骋投资管理(北京)有限公司\n",
      "removed 汇金 by 鄂汇金融\n",
      "removed 魔袋金融 by 上海魔袋金融\n",
      "removed 微贷 by 微贷网\n",
      "removed 贷网 by 微贷网\n",
      "removed 金钰珠宝 by 深圳市东方金钰珠宝实业有限公司\n",
      "removed 抱财网 by  抱财网\n",
      "removed 易极付 by ????重庆易极付公司\n",
      "removed 国盈投资 by 中润国盈投资(集团)\n",
      "removed 国盈 by 国盈投资\n",
      "removed 国盈 by 中润国盈投资(集团)\n",
      "removed 盈投资 by 国盈投资\n",
      "removed 盈投资 by 中润国盈投资(集团)\n",
      "removed 华赢贷 by 华赢贷（杭品生活）\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 88财富 by 88财富网\n",
      "removed 优贷 by 好优贷\n",
      "removed 我贷 by 你我贷\n",
      "removed 优信贷 by 优信贷款\n",
      "removed 中信资本 by ????中信资本\n",
      "removed 天合 by 天合联盟\n",
      "removed 宜贷 by 宜贷网\n",
      "removed 一点车贷 by ????一点车贷\n",
      "removed 好贷 by 利好贷\n",
      "removed 恒信 by 恒信国际\n",
      "removed 贷网 by 京贷网\n",
      "removed 小钱 by 小钱小乐\n",
      "removed 乐投 by 乐投财富\n",
      "removed 商城 by 京东商城\n",
      "removed 京东 by 京东商城\n",
      "removed 华夏 by 华夏信\n",
      "removed 华赢宝 by 华赢宝公司\n",
      "removed 易贷网 by 四川易贷网金融信息服务有限公司\n",
      "removed 易贷网 by 上海易贷网金融信服有限公司\n",
      "removed 信和财富 by 信和财富平台\n",
      "removed 云联惠 by 湖南云联惠汽车服务有限公司\n",
      "removed 翡翠岛 by 翡翠岛理财\n",
      "removed 贷网 by 贷贷网\n",
      "removed 贷贷 by 贷贷网\n",
      "removed 囿文美丽汇 by 北京囿文美丽汇健康管理有限责任公司\n",
      "removed 19贷 by 1119贷\n",
      "removed 小牛新财富 by 小牛新财富管理有限公司\n",
      "removed 邑民金融 by 邑民金融平台\n",
      "removed 智付 by 智付集团\n",
      "removed 邑民金融 by 邑民金融平台\n",
      "removed 海星 by 海星二元期权\n",
      "removed 二元期权 by 海星二元期权\n",
      "removed 点融 by 点融网\n",
      "removed 信和财富 by  信和财富\n",
      "removed 中金 by 中金物联商品交易中心\n",
      "removed 中金 by 中金物联\n",
      "removed 中金物联 by 中金物联商品交易中心\n",
      "removed 中润天下 by 中润天下企业管理中心\n",
      "removed 众投 by 创新众投\n",
      "removed 花生米富 by 花生米富网贷\n",
      "removed 先花花 by 先花花网贷\n",
      "removed 智投 by 智投富登\n",
      "removed 88财富 by 88财富网\n",
      "removed 储信 by 储信理财\n",
      "removed 聚宝 by 山水聚宝\n",
      "removed 商城 by 京东商城\n",
      "removed 京东 by 京东商城\n",
      "removed 泓樽付 by 泓樽付公司\n",
      "removed 华夏 by 华夏信\n",
      "removed 财富联 by 添金财富联盟\n",
      "removed 金财富 by 添金财富联盟\n",
      "removed 盛投资 by 君盛投资\n",
      "removed 盛投资 by 深圳君盛投资\n",
      "removed 君盛投资 by 深圳君盛投资\n",
      "removed 众盈 by 众盈资本\n",
      "removed 金投 by 亚洲掘金投资管理(北京)有限公司\n",
      "removed 金投 by 金投资\n",
      "removed 金投资 by 亚洲掘金投资管理(北京)有限公司\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 华夏万家 by 华夏万家(北京)金融服务外包有限公司\n",
      "removed 永利宝 by 永利宝火\n",
      "removed 魔袋金融 by 上海魔袋金融\n",
      "removed 泛亚有色金属交易所 by 云南昆明泛亚有色金属交易所\n",
      "removed 盈通投资 by 鼎盛盈通投资咨询（北京）有限公司\n",
      "removed 爱钱帮 by 爱钱帮 \n",
      "removed 贝宝 by e贝宝\n",
      "removed 金储宝 by 杭州金储宝\n",
      "removed 有融网 by 浙江有融网\n",
      "removed 城城理财 by 浙江城城理财\n",
      "removed 魔袋金融 by 上海魔袋金融\n",
      "removed 融金汇 by 天津融金汇银上海浦东分公司(上海银天下)\n",
      "removed 趣贷 by 趣贷网\n",
      "removed 贷网 by 趣贷网\n",
      "removed 荷包金融 by ????荷包金融\n",
      "removed 88财富 by 88财富网\n",
      "removed 利民网 by 关于深圳利民网金融信息服务有限公司\n",
      "removed 投之家 by 深圳投之家金融信息服务有限公司\n",
      "removed 温商贷 by 浙江温商贷\n",
      "removed 天风天财 by 天风天财金融信息服务有限公司\n",
      "removed 金瑞期货 by 金瑞期货.\n",
      "removed 善林金融 by 善林金融威海分公司\n",
      "removed 汇通投资 by 北京百旺汇通投资管理有限公司\n",
      "removed 益金服 by 普益金服\n",
      "removed 环球国际 by 上海（香港环球国际）\n",
      "removed 环球 by 环球国际\n",
      "removed 环球 by 上海（香港环球国际）\n",
      "removed 有家 by 快有家\n",
      "removed 贷网 by 互贷网\n",
      "removed 昌龙运通 by 昌龙运通（北京）股权投资基金管理有限公司\n",
      "removed 安心贷 by 阳光安心贷\n",
      "removed 来贷 by 我来贷\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 88财富 by 88财富网\n",
      "removed 邦理 by 邦邦理财\n",
      "removed 华融道 by 上海华融道\n",
      "removed 点金 by 多点金服\n",
      "removed 好牛 by 好牛168\n",
      "removed 天使投 by 重庆易一天使投资有限公司\n",
      "removed 天使投 by 天使投资\n",
      "removed 天使投资 by 重庆易一天使投资有限公司\n",
      "removed 智投 by 智投资\n",
      "removed 智投 by 财智投资\n",
      "removed 智投资 by 财智投资\n",
      "removed 恒信 by 恒信国际\n",
      "removed 文交所 by 湖南文交所\n",
      "removed 点融 by 点融网\n",
      "removed 融金汇 by 天津融金汇银上海普通分公司（上海银天下）\n",
      "removed 银都控股 by ????银都控股\n",
      "removed 钱包 by 够范钱包\n",
      "removed 众财富 by 掌众财富\n",
      "removed 嘉业投资 by 中民嘉业投资有限公司\n",
      "removed 点融 by 点融网\n",
      "removed 普惠投资 by 松原市世光普惠投资公司\n",
      "removed 惠投资 by 普惠投资\n",
      "removed 惠投资 by 松原市世光普惠投资公司\n",
      "removed 聚宝 by 聚宝阁\n",
      "removed 钱贷 by 向钱贷\n",
      "removed 小沙僧理财 by 上海宜勇资产管理有限公司（小沙僧理财）\n",
      "removed 微积金 by 微积金互联网金融服务（上海）有限公司（微积金）\n",
      "removed 盛进金融 by 深圳盛进金融\n",
      "removed 红星 by 红星美凯龙\n",
      "removed 汇富 by 天玑汇富\n",
      "removed 深圳佰亿 by 深圳佰亿猫\n",
      "removed 佰亿猫 by 深圳佰亿猫\n",
      "removed 中金 by 中金贷\n",
      "removed 融网 by 玖融网\n",
      "removed 平安金融 by 平安金融公司\n",
      "removed 壹佰金融 by 深圳壹佰金融服务有限公司\n",
      "removed 财佰通 by 财佰通科技有限公司\n",
      "removed 卡卡贷 by ????卡卡贷\n",
      "removed 融乐 by 信融乐\n",
      "removed 昌龙运通 by 昌龙运通（北京）股权投资基金管理有限公司\n",
      "removed 贷网 by 畅贷网\n",
      "removed 问鼎财富 by 问鼎财富俱乐部\n",
      "removed 鼎财富 by 问鼎财富\n",
      "removed 鼎财富 by 问鼎财富俱乐部\n",
      "removed 国融 by 国融金控\n",
      "removed 国融 by 前海国融\n",
      "removed 和财富 by 昌和财富\n",
      "removed 正宇 by 正宇控股\n",
      "removed 君来投 by 北京君来投信息科技有限公司\n",
      "removed 软银 by 软银中国\n",
      "removed 平安银行 by 上海平安银行\n",
      "removed 投融长富 by 投融长富集团\n",
      "removed 来贷 by 车来贷\n",
      "removed 钱富宝 by 钱富宝Pro\n",
      "removed 融金汇 by 天津融金汇银贵金属经营有限公司\n",
      "removed 汇财富 by 长汇财富\n",
      "removed 温商贷 by 浙温商贷\n",
      "removed 贷网 by 现贷网\n",
      "removed 有家 by 快有家\n",
      "removed 梧桐树 by 北京梧桐树金融信息服务有限公司\n",
      "removed 富宝 by 永富宝\n",
      "removed 众投 by 赢众投\n",
      "removed 小贷 by 亲亲小贷\n",
      "removed 菠菜理财 by 菠菜理财 ?????\n",
      "removed 荷包金融 by 深圳荷包金融P2P\n",
      "removed 和信 by 资和信\n",
      "removed 和信 by 资和信电子支付有限公司\n",
      "removed 资和信 by 资和信电子支付有限公司\n",
      "removed 反波胆 by 反波胆理财\n",
      "removed 反波胆 by 足球反波胆\n",
      "removed 嘉业投资 by 中民嘉业投资有限公司\n",
      "removed 丰盛金 by 丰盛金融投资有限公司\n",
      "removed 金米米 by 金米米理财\n",
      "removed 海博 by 上海博节金融信息服务有限公司\n",
      "removed 储信 by 储信理财\n",
      "removed 乐购商城 by 优尚乐购商城\n",
      "removed 富宝 by 财富宝\n",
      "removed 高财生 by 高财生金服\n",
      "removed 安信 by 北京君安信科技有限公司\n",
      "removed 中房联 by 中房联合集团前海置业投资有限公司\n",
      "removed 中房联 by 中房联合集团前海置业\n",
      "removed 中房联合集团前海置业 by 中房联合集团前海置业投资有限公司\n",
      "removed 道理财 by 城道理财\n",
      "removed 融融 by 钱融融\n",
      "removed 鼎信 by 鼎信贷\n",
      "removed 点金 by 点金融\n",
      "removed 点金 by 艺点金融\n",
      "removed 点金融 by 艺点金融\n",
      "removed 红星美凯龙 by 南京红星美凯龙家具商会\n",
      "removed 京东 by 南京东鼎楼宇商会\n",
      "removed 红星 by 南京红星美凯龙家具商会\n",
      "removed 红星 by 红星美凯龙\n",
      "removed 信和财富 by ????信和财富\n",
      "removed 点融 by 点融网\n",
      "removed 中金 by 中金贷\n",
      "removed 88财富 by 88财富网\n",
      "removed 点金 by 多点金服\n",
      "removed 汇通 by 利丰汇通\n",
      "removed 金投 by 微金投\n",
      "removed 聚财 by 聚财宝\n",
      "removed 荷包金融 by 深圳荷包金融\n",
      "removed 邦金服 by 资邦金服\n",
      "removed 点滴身边 by 点滴身边网络技术（北京）有限公司\n",
      "removed 华誉环亚 by 香港华誉环亚外汇\n",
      "removed 华誉 by 华誉环亚\n",
      "removed 华誉 by 香港华誉环亚外汇\n",
      "removed 泰金服 by 杭州元泰金服\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 元泰金服 by 杭州元泰金服\n",
      "removed 财猪 by 发财猪理财\n",
      "removed 财猪 by 发财猪\n",
      "removed 发财猪 by 发财猪理财\n",
      "removed 万科 by 万科借鹏金\n",
      "removed 宜贷 by 宜贷网\n",
      "removed hpa by hpa全球健康\n",
      "removed 全球健康 by hpa全球健康\n",
      "removed 钱包 by 够范钱包\n",
      "removed 理财咖 by ????理财咖\n",
      "removed 贷网 by 互贷网\n",
      "removed 金投 by 金投资\n",
      "removed 金投 by 上海综金投资\n",
      "removed 金投资 by 上海综金投资\n",
      "removed 我贷 by 你我贷\n",
      "removed 小牛资本 by 小牛资本集团\n",
      "removed 小牛新财富 by 小牛新财富管理有限公司\n",
      "removed 土豆 by 土豆金服\n",
      "removed 和财富 by 三和财富\n",
      "removed 码头 by 银码头\n",
      "removed 爱投易贷 by 安徽爱投易贷\n",
      "removed 海华 by 上海华通铂银交易市场\n",
      "removed 银交易 by 上海华通铂银交易市场\n",
      "removed 乐投资 by 富乐投资\n",
      "removed 融网 by 玖融网\n",
      "removed 88财富 by 88财富网\n",
      "removed 金豆包 by  金豆包\n",
      "removed 文交所 by 湖南文交所\n",
      "removed 中信资本 by 中信资本深圳资产管理有限公司\n",
      "removed 宝象金融 by ????上海宝象金融\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 众投 by 众投在线\n",
      "removed 金瑞期货 by 金瑞期货.\n",
      "removed 黎明国际 by 黎明国际工贸\n",
      "removed 聚宝 by 山水聚宝\n",
      "removed 我贷 by 你我贷\n",
      "removed 中金 by 中金珠宝\n",
      "removed 陨石地带 by 北京陨石地带信息技术有限公司\n",
      "removed 荷包金融 by 深圳荷包金融\n",
      "removed 融金汇 by 天津融金汇银上海浦东分公司\n",
      "removed 贝格富 by 海南贝格富科技有限公司\n",
      "removed 皖通银隆银制品贸易有限公司 by 安徽省皖通银隆银制品贸易有限公司\n",
      "removed 草根投资 by ????草根投资\n",
      "removed 88财富 by 88财富网\n",
      "removed 易贷 by 易贷宝\n",
      "removed 速贷 by 快速贷\n",
      "removed 玖富万卡 by 玖富万卡套路贷\n",
      "removed 易贷 by 易贷在线\n",
      "removed 金信网 by 金信网信\n",
      "removed 信和财富 by ????信和财富\n",
      "removed 贷网 by 爱贷网\n",
      "removed 360贷贷 by 360贷贷网\n",
      "removed 贷贷网 by 360贷贷网\n",
      "removed 贷贷 by 360贷贷\n",
      "removed 贷贷 by 贷贷网\n",
      "removed 贷贷 by 360贷贷网\n",
      "removed 贷网 by 贷贷网\n",
      "removed 贷网 by 360贷贷网\n",
      "removed 优理财 by 浙优理财公司\n",
      "removed 浙优民间资本理财服务有限公司 by 杭州浙优民间资本理财服务有限公司\n",
      "removed 融金汇 by 天津融金汇银贵金属经营有限公司\n",
      "removed 聚金 by 聚金汇\n",
      "removed 聚金 by 聚金汇财\n",
      "removed 聚金汇 by 聚金汇财\n",
      "removed 盛投资 by 中融嘉盛投资管理有限公司\n",
      "removed 中融嘉盛 by 中融嘉盛投资管理有限公司\n",
      "removed 88财富 by 88财富网\n",
      "removed 易通 by 易通商城\n",
      "removed 易通 by 三三易通商城\n",
      "removed 易通商城 by 三三易通商城\n",
      "removed 商城 by 易通商城\n",
      "removed 商城 by 三三易通商城\n",
      "removed 乐投资 by 海南富乐投资有限公司\n",
      "removed 乐投资 by 富乐投资\n",
      "removed 富乐投资 by 海南富乐投资有限公司\n",
      "removed 财富联 by 添金财富联盟\n",
      "removed 金财富 by 添金财富联盟\n",
      "removed 中金 by 中金金融\n",
      "removed 中晋 by 中晋系\n",
      "removed 汇金金融 by 长江金业外汇金金融\n",
      "removed 汇金 by 汇金金融\n",
      "removed 汇金 by 长江金业外汇金金融\n",
      "removed 融金汇 by 天津融金汇银上海浦东分公司(上海银天下)\n",
      "removed 融金汇 by 天津融金汇银\n",
      "removed 有家 by 快有家\n",
      "removed 商易贷 by 河南商易贷电子商务有限公司\n",
      "removed 众财富 by 掌众财富\n",
      "removed 能贷 by 车能贷\n",
      "removed 点金 by 金点金服\n",
      "removed 融金汇 by 天津融金汇银\n",
      "removed 信广立诚贷 by 信广立诚贷（北京）科技有限公司\n",
      "removed 小钱 by 宜小钱\n",
      "removed 团贷网 by 团贷网??\n",
      "removed 金信网 by 金信网信\n",
      "removed 邦理 by 邦邦理财\n",
      "removed 黑币 by 暗黑币\n",
      "removed 联璧金融 by 联璧金融 \n",
      "removed 中润天下 by 中润天下企业管理中心\n",
      "removed i财 by i财富\n",
      "removed 微创金服 by 小野鸡微创金服\n",
      "removed 鼎财富 by 问鼎财富\n",
      "removed 泛亚 by 泛亚有色金属交易所股份有限公司\n",
      "removed 新世界 by 幸福新世界\n",
      "removed 新世界 by 黄山幸福新世界有限公司\n",
      "removed 幸福新世界 by 黄山幸福新世界有限公司\n",
      "removed 永利宝 by 上海永利宝\n",
      "removed 益金服 by 普益金服\n",
      "removed 聚宝 by 惠农聚宝\n",
      "removed 金投 by 微金投\n",
      "removed 优贷 by 最优贷\n",
      "removed 中大财富 by 广州中大财富\n",
      "removed 蓝天格锐 by 蓝天格锐电子科技有限公司\n",
      "removed 天格 by 蓝天格锐\n",
      "removed 天格 by 蓝天格锐电子科技有限公司\n",
      "removed 中再融 by 中再融（北京）科技有限公司\n",
      "removed 恒昌利通投资 by 北京恒昌利通投资管理有限公司\n",
      "removed 文交所 by 南京文交所\n",
      "removed 易贷 by 众易贷\n",
      "removed 微积金 by 微积金互联网金融服务(上海)有限公司\n",
      "removed 阿朋贷 by 阿朋贷信息科技（北京）有限公司\n",
      "removed 红星美凯龙 by 信阳红星美凯龙（万家荟）\n",
      "removed 红星 by 红星美凯龙\n",
      "removed 红星 by 信阳红星美凯龙（万家荟）\n",
      "removed 环球 by 环球捕手\n",
      "removed 玖富普惠 by 北京玖富普惠普惠信息技术有限\n",
      "removed 玖富万卡 by 新疆玖富万卡信息技术有限公司????\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 易贷 by 68易贷\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 华夏万家 by 华夏万家(北京)金融服务外包有限公司\n",
      "removed 荷包金融 by 深圳荷包金融\n",
      "removed 步步盈 by 步步盈配\n",
      "removed 指南针 by 指南针大宗\n",
      "removed 360配资 by 牛360配资\n",
      "removed 牛配资 by 鼎牛配资\n",
      "removed 金融服务 by 杭州上陈金融服务外包有限公司\n",
      "removed 快有家 by 快有家租房网\n",
      "removed 有家 by 快有家\n",
      "removed 有家 by 快有家租房网\n",
      "removed 瑞银 by 中赢瑞银\n",
      "removed 财富联 by 添金财富联盟\n",
      "removed 金财富 by 添金财富联盟\n",
      "removed 聚财 by 聚财富\n",
      "removed 88财富 by 88财富网\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 储信 by 储信理财\n",
      "removed 融金汇 by 天津融金汇银上海浦东分公司\n",
      "removed 融金汇 by 天津融金汇银上海分公司\n",
      "removed 快有家 by 快有家租房网\n",
      "removed 有家 by 快有家\n",
      "removed 有家 by 快有家租房网\n",
      "removed 汇富帮 by 天津汇富帮信息科技有限公司\n",
      "removed 汇富 by 天津汇富帮信息科技有限公司\n",
      "removed 汇富 by 汇富帮\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed fomo3d by fomo3d资金盘游戏\n",
      "removed 贵金属 by 吉林贵金属交易中心\n",
      "removed 贵金属 by 吉林贵金属\n",
      "removed 贵金属 by 贵金属交易\n",
      "removed 吉林贵金属 by 吉林贵金属交易中心\n",
      "removed 贵金属交易 by 吉林贵金属交易中心\n",
      "removed 速贷 by 快速贷\n",
      "removed 点金 by 普点金服\n",
      "removed 88财富 by  88财富网\n",
      "removed 鼎财富 by 问鼎财富\n",
      "removed 善心汇 by 深圳市善心汇文化传播有限公司\n",
      "removed 聚胜财富 by 聚胜财富投资有限公司\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 华夏万家 by 华夏万家(北京)金融服务外包有限公司\n",
      "removed 易捷金融 by 成都易捷金融\n",
      "removed 云联惠 by 广东云联惠网络科技有限公司\n",
      "removed 瑞银 by 瑞银信广西分公司\n",
      "removed 瑞银 by 瑞银信\n",
      "removed 瑞银信 by 瑞银信广西分公司\n",
      "removed 易贷 by 68易贷\n",
      "removed 商城 by 京东商城\n",
      "removed 京东 by 京东商城\n",
      "removed 恒宇 by 恒宇天泽\n",
      "removed 钱包 by 小豆钱包\n",
      "removed 华赢凯来 by 北京华赢凯来资产管理有限公司\n",
      "removed 银狐财 by 银狐财富\n",
      "removed 聚宝 by 聚宝金融\n",
      "removed 小额贷款有限公司 by 万达农村小额贷款有限公司\n",
      "removed 小额贷 by 万达农村小额贷款有限公司\n",
      "removed 小额贷 by 小额贷款有限公司\n",
      "removed 耀盛投资 by 耀盛投资管理集团\n",
      "removed 牛牛通宝 by 牛牛通宝科技文化产业有限公司\n",
      "removed 有家 by 快有家\n",
      "removed 睿鑫宝 by 睿鑫宝rxbc\n",
      "removed bc by 睿鑫宝rxbc\n",
      "removed 阳光易贷 by 阳光易贷公司\n",
      "removed 融金汇 by 天津融金汇银贵金属经营有限公司上海浦东分公司(上海银天下)\n",
      "removed 融信贷 by 中国融信贷\n",
      "removed 国融 by 中国融信贷\n",
      "removed 国付宝 by 国付宝信息科技有限公司\n",
      "removed 有家 by 快有家\n",
      "removed 魔袋金融 by 上海魔袋金融\n",
      "removed 陨石地带 by 北京陨石地带信息技术有限公司\n",
      "removed 龙炎 by 龙炎集团\n",
      "removed 88财富 by 88财富网\n",
      "removed 聚宝 by 聚宝阁\n",
      "removed 捷信金融 by 捷信金融公司\n",
      "removed 米袋 by 米袋计划\n",
      "removed 财猪 by 发财猪理财\n",
      "removed 财猪 by 发财猪\n",
      "removed 发财猪 by 发财猪理财\n",
      "removed 红星 by 红星美凯龙\n",
      "removed 申万宏源 by 申万宏源证券\n",
      "removed 万宏源证券 by 申万宏源证券\n",
      "removed 金储宝 by 杭州金储宝资产管理有限公司\n",
      "removed 点融 by 点融网\n",
      "removed 荷包金融 by ????荷包金融\n",
      "removed 海贷 by 金海贷\n",
      "removed 易贷金融 by 三六五易贷金融信息服务股份有限公司\n",
      "removed 兴龙实业 by 云南兴龙实业有限公司\n",
      "removed 信和财富 by ????信和财富\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 联璧金融 by 联璧金融 \n",
      "removed 玖富 by 人人贷玖富金融\n",
      "removed 人人贷 by 人人贷玖富金融\n",
      "removed 金融服务 by 杭州上陈金融服务外包有限公司\n",
      "removed 储信 by 储信资产管理（上海）有限公司\n",
      "removed 储信 by 储信理财\n",
      "removed 有家 by 快有家\n",
      "removed 合拍在线 by 深圳市合拍在线互联网金融服务有限公司\n",
      "removed 中金 by 中金贷\n",
      "removed 众投 by 赢众投\n",
      "removed 善林金融 by 善林金融信息服务有限公司\n",
      "removed 优贷 by 好优贷\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 融融 by 信融融资\n",
      "removed 安心贷 by 阳光安心贷\n",
      "removed 菠菜理财 by ????菠菜理财\n",
      "removed 智汇 by 财富智汇\n",
      "removed 智汇 by 富智汇\n",
      "removed 富智汇 by 财富智汇\n",
      "removed 金德 by 金德微\n",
      "removed 金德 by 金德微交易\n",
      "removed 金德微 by 金德微交易\n",
      "removed 有融网 by 浙江有融网\n",
      "removed 魔袋金融 by 上海魔袋金融\n",
      "removed 金米米 by 金米米理财\n",
      "removed 融金汇 by 天津融金汇银上海浦东分公司\n",
      "removed 汇金 by 汇金国际\n",
      "removed 靠谱 by 靠谱鸟\n",
      "removed 华夏万家 by 华夏万家（北京）金融服务外包有限公司\n",
      "removed 聚宝 by 聚宝珠\n",
      "removed 添上星 by 添上星理财\n",
      "removed 星理财 by 添上星理财\n",
      "removed 机智投 by 1234TV时机智投直播间\n",
      "removed 酷宝盒 by 天酷宝盒\n",
      "removed 易贷 by 众易贷\n",
      "removed 有融网 by 浙江有融网\n",
      "removed 魔袋金融 by 上海魔袋金融\n",
      "removed 小牛投资 by 深圳市小牛投资管理有限公司\n",
      "removed 小牛资本 by 小牛资本集团\n",
      "removed 小牛新财富 by 小牛新财富管理有限公司天津分公司\n",
      "removed 财猫 by 挖财猫\n",
      "removed 挖财 by 挖财猫\n",
      "removed 人人行 by 人人行公司\n",
      "removed 天合 by 天合联盟\n",
      "removed 众盈 by 子昂众盈\n",
      "removed 众盈 by 珠海子昂众盈投资管理有限公司\n",
      "removed 子昂众盈 by 珠海子昂众盈投资管理有限公司\n",
      "removed 盈投资 by 珠海子昂众盈投资管理有限公司\n",
      "removed 众财富 by 掌众财富\n",
      "removed 融金汇 by 天津融金汇银上海浦东分公司\n",
      "removed 中云 by 中云动力\n",
      "removed 云动 by 中云动力\n",
      "removed 汇中 by 汇中保险\n",
      "removed 友信 by 友信贷款\n",
      "removed 汇理财 by 宝汇理财\n",
      "removed 融融 by 钱融融\n",
      "removed 融通汇信 by 融通汇信集团\n",
      "removed 金财富 by 巨金财富\n",
      "removed 众投 by 众投在线\n",
      "removed 普惠投资 by 深圳市小牛普惠投资管理有限公司\n",
      "removed 惠投资 by 普惠投资\n",
      "removed 惠投资 by 深圳市小牛普惠投资管理有限公司\n",
      "removed 通金投资 by 上海通金投资\n",
      "removed 苏绿能宝融资租赁有限公司 by 江苏绿能宝融资租赁有限公司\n",
      "removed 有家 by 快有家\n",
      "removed 华夏 by 华夏信\n",
      "removed 钱保姆 by 钱保姆 ????\n",
      "removed 壹宝贷 by  壹宝贷\n",
      "removed 万盈金融 by 深圳万盈金融?????\n",
      "removed 壹佰金融 by 深圳壹佰金融服务有限公司\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 智投 by 智投资\n",
      "removed 智投 by 财智投资\n",
      "removed 智投资 by 财智投资\n",
      "removed 环球金融 by 宝能环球金融中心\n",
      "removed 环球 by 环球金融\n",
      "removed 环球 by 宝能环球金融中心\n",
      "removed 理财乐 by 理财乐购\n",
      "removed 央金所 by  央金所\n",
      "removed 宜贷 by 宜贷网\n",
      "removed 金融集 by 大通金融集团\n",
      "removed 大通金融 by 大通金融集团\n",
      "removed 火理财 by 上海永利宝火理财\n",
      "removed 永利宝 by 上海永利宝火理财\n",
      "removed 火理财 by 上海永利宝火理财\n",
      "removed 永利宝 by 上海永利宝火理财\n",
      "removed 码头 by 银码头\n",
      "removed 智付 by 智付集团\n",
      "removed 深圳投资 by 中能联储深圳投资控股有限公司\n",
      "removed 益金服 by 普益金服\n",
      "removed 益金服 by 上海普益金服\n",
      "removed 普益金服 by 上海普益金服\n",
      "removed 储信 by 储信财富\n",
      "removed 信财富 by 储信财富\n",
      "removed 金投 by 微金投\n",
      "removed 有家 by 快有家\n",
      "removed 文交所 by 南京文交所\n",
      "removed 融金汇 by 天津融金汇银上海浦东分公司\n",
      "removed 商城 by 京东商城\n",
      "removed 京东 by 京东商城\n",
      "removed 88财富 by 88财富网\n",
      "removed 荷包金融 by 深圳荷包金融平台\n",
      "removed 联金所 by 联金所康\n",
      "removed 88财富 by 88财富网\n",
      "removed 前沿财富 by  前沿财富\n",
      "removed 汇通 by 鼎亨汇通\n",
      "removed 上海银天下 by 银科控股上海银天下\n",
      "removed 郁泰投资 by 上海郁泰投资\n",
      "removed 饿了么 by 饿了么未来餐厅\n",
      "removed 益金服 by 普益金服\n",
      "removed 安邦保险集团 by ????安邦保险集团\n",
      "removed 小僧 by 唐小僧\n",
      "removed 绿能宝 by 江苏绿能宝融融资租赁有限公司\n",
      "removed 融融 by 江苏绿能宝融融资租赁有限公司\n",
      "removed 易贷 by 众易贷\n",
      "removed 乐投 by 乐投财富\n",
      "removed 中安信 by 中安信业\n",
      "removed 安信 by 中安信\n",
      "removed 安信 by 中安信业\n",
      "removed 智投 by 智投资\n",
      "removed 智投 by 财智投资\n",
      "removed 智投资 by 财智投资\n",
      "removed 财佰通 by 财佰通科技有限公司\n",
      "removed 汇金 by 汇金宝\n",
      "removed 融金汇 by 银天下天津融金汇银上海分公司\n",
      "removed 小额贷 by 广州市华易小额贷款股份有限公司\n",
      "removed 华夏信财 by 上海互金机构华夏信财\n",
      "removed 信金融 by 百信金融\n",
      "removed 贷网 by 贷贷网\n",
      "removed 贷贷 by 贷贷网\n",
      "removed 贷贷 by 人贷贷\n",
      "removed 88财富 by 88财富网\n",
      "removed 点融 by 点融网\n",
      "removed 富源集团 by 富源集团非法\n",
      "removed 乐投财富 by 乐投财富投资管理公司\n",
      "removed 乐投 by 乐投财富\n",
      "removed 乐投 by 乐投财富投资管理公司\n",
      "removed 酷宝盒 by 南京天雄酷宝盒投资公司\n",
      "removed 商城 by 京东商城\n",
      "removed 京东 by 京东商城\n",
      "removed 融乐 by 信融乐\n",
      "removed 荷包金融 by 深圳荷包金融信息投资有限公司\n",
      "removed 天格 by 蓝天格锐\n",
      "removed 蛙宝 by 蛙宝网\n",
      "removed 念钱安 by 念钱安理财\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 易财行 by 易财行财富\n",
      "removed 金融服务 by 浙江灏通金融服务外包有限公司\n",
      "removed 点融 by 点融网\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 众投 by 赢众投\n",
      "removed 融宝 by 融宝贷\n",
      "removed 融金汇 by 上海融金汇银\n",
      "removed 钱包 by 够范钱包\n",
      "removed 鑫金服 by 玉鑫金服\n",
      "removed 国盈投资 by 中润国盈投资(集团)\n",
      "removed 国盈 by 国盈投资\n",
      "removed 国盈 by 中润国盈投资(集团)\n",
      "removed 盈投资 by 国盈投资\n",
      "removed 盈投资 by 中润国盈投资(集团)\n",
      "removed 有融网 by 浙江有融网\n",
      "removed 魔袋金融 by 上海魔袋金融\n",
      "removed 优信贷 by 优信贷款\n",
      "removed 财富联 by 添金财富联盟\n",
      "removed 金财富 by 添金财富联盟\n",
      "removed 储信 by 储信理财\n",
      "removed 信和财富 by 信和财富网\n",
      "removed 车易贷 by 货车易贷\n",
      "removed 能贷 by 车能贷\n",
      "removed 钱内助 by 钱内助金融信息服务有限公司\n",
      "removed 天合 by 天合联盟\n",
      "removed 点融 by 点融网\n",
      "removed 浙商 by 浙商银行\n",
      "removed 邑民金融 by 邑民金融平台\n",
      "removed 创客 by 凡人创客\n",
      "removed 微贷 by 微贷网\n",
      "removed 贷网 by 微贷网\n",
      "removed 融金汇 by 天津融金汇银上海浦东分公司\n",
      "removed 九牛 by 九牛集团\n",
      "removed 九牛 by 九牛国际集团股份有限公司\n",
      "removed 九牛 by 九牛国际\n",
      "removed 九牛国际 by 九牛国际集团股份有限公司\n",
      "removed 来贷 by 车来贷\n",
      "removed 88财富 by 88财富网\n",
      "removed 意隆财富 by 上海意隆财富\n",
      "removed 融网 by 玖融网\n",
      "removed 祺天优贷 by 佑祺天优贷\n",
      "removed 有家 by 快有家\n",
      "removed 金投 by 微金投\n",
      "removed 易贷金融 by 三六五易贷金融信息服务股份有限公司\n",
      "removed 中青网投 by 惠盈理财和中青网投\n",
      "removed 惠盈理财 by 惠盈理财和中青网投\n",
      "removed 云财富 by 云云财富\n",
      "removed 信和财富 by 信和财富绍兴分公司\n",
      "removed 汇阜信息 by 上海汇阜信息技术有限公司\n",
      "removed 多米 by 泰多米\n",
      "removed 海星 by 海星宝理财\n",
      "removed 金投 by 掘金投资\n",
      "removed 中金 by 中金贷\n",
      "removed 钱盆网 by ????钱盆网是\n",
      "removed 88财富 by 88财富网\n",
      "removed 人人爱家 by 人人爱家（孔明金融）\n",
      "removed 中润国盈 by 中润国盈投资（集团）董事长\n",
      "removed 汇能金融 by 前海汇能金融控股集团\n",
      "removed 华夏万家 by 华夏万家金服\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 爱本地 by 爱本地金服\n",
      "removed 甜菜金融 by ????甜菜金融\n",
      "removed 融金汇 by 天津融金汇银\n",
      "removed 金财富 by 巨金财富\n",
      "removed 钱包 by 小豆钱包\n",
      "removed 海华 by 上海华通铂银交易市场\n",
      "removed 小牛资本 by 小牛资本集团\n",
      "removed 88财富 by 88财富网\n",
      "removed 88财富 by 88财富网\n",
      "removed 华赢凯来 by 北京华赢凯来资产管理有限公司\n",
      "removed 中金 by 中金金融\n",
      "removed 江苏绿能宝融资租赁有限公司 by 江苏绿能宝融资租赁有限公司（SPI全资子公司）\n",
      "removed 咸鱼 by 咸鱼理财\n",
      "removed 金信网 by ????信和金信网\n",
      "removed 微贷 by 微贷网\n",
      "removed 魔袋金融 by 上海魔袋金融\n",
      "removed 一财金融 by 杭州一财金融信息服务（杭州）有限公司\n",
      "removed 昌龙运通 by 昌龙运通(北京)股权投资基金管理有限公司\n",
      "removed 人人聚财 by 苏州人人聚财非融资性担保有限公司\n",
      "removed 点融 by 点融网\n",
      "removed 金盾 by 厚福金盾\n",
      "removed 乐贷 by 乐贷网\n",
      "removed 贷网 by 乐贷网\n",
      "removed 联宝 by 江苏联宝订单信息科技发展有限公司\n",
      "removed 融金汇 by 天津融金汇银上海浦东分公司(上海银天下)\n",
      "removed 有家 by 快有家\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 民富 by 北京惠民富民基金管理有限公司\n",
      "removed 鼎财富 by 问鼎财富\n",
      "removed 环球 by 环球捕手\n",
      "removed 平安好贷 by 广州平安好贷小额贷款有限公司\n",
      "removed 好贷 by 广州平安好贷小额贷款有限公司\n",
      "removed 好贷 by 平安好贷\n",
      "removed 小额贷款有限公司 by 广州平安好贷小额贷款有限公司\n",
      "removed 小额贷 by 广州平安好贷小额贷款有限公司\n",
      "removed 小额贷 by 小额贷款有限公司\n",
      "removed 天储 by 天储投资\n",
      "removed 88财富 by 88财富网\n",
      "removed 88财富 by 88财富网\n",
      "removed 融乐 by 信融乐\n",
      "removed 财富联 by 添金财富联盟\n",
      "removed 金财富 by 添金财富联盟\n",
      "removed 恒泰实达 by 北京恒泰实达科技发展有限公司\n",
      "removed 乐投 by 乐投财富\n",
      "removed 达飞 by 达飞金融\n",
      "removed 魔袋金融 by 上海魔袋金融\n",
      "removed 挖财 by 挖财财米\n",
      "removed 麦子金服 by 麦子金服财富\n",
      "removed 有家 by 快有家\n",
      "removed 维信金科 by ????维信金科\n",
      "removed 88财富 by 88财富网\n",
      "removed 我贷 by 你我贷\n",
      "removed 鑫圆共享 by 鑫圆共享经济\n",
      "removed 陆金所 by 平安普惠陆金所\n",
      "removed 平安普惠 by 平安普惠陆金所\n",
      "removed 紫金投资 by 南京紫金投资集团有限责任公司\n",
      "removed 点融 by 点融网\n",
      "removed 点融 by 点融网\n",
      "removed 财富联 by 添金财富联盟\n",
      "removed 金财富 by 添金财富联盟\n",
      "removed 来贷 by 车来贷\n",
      "removed 金信网 by 金信网 ?????\n",
      "removed 点滴身边 by 点滴身边网络技术（北京）有限公司\n",
      "removed 世家 by 酒世家商城\n",
      "removed 商城 by 酒世家商城\n",
      "removed 卡卡贷 by 上海维信卡卡贷\n",
      "removed 牛板金 by 杭州江干牛板金\n",
      "removed hpa by hpa全球健康\n",
      "removed 全球健康 by hpa全球健康\n",
      "removed 88财富 by 88财富网\n",
      "removed 融金汇 by 天津融金汇银上海浦东分公司\n",
      "removed 融网 by 圈融网\n",
      "removed 中汇投资 by 中汇投资集团有限公司\n",
      "removed 信和财富 by 北京信和财富平台\n",
      "removed 合时代 by 合时代金融\n",
      "removed 益金服 by 普益金服\n",
      "removed 金储宝 by 杭州金储宝资产管理有限公司\n",
      "removed 点融 by 点融网\n",
      "removed 牛板金 by 浙江佐助金融信息服务有限公司（牛板金平台）\n",
      "removed 挖财 by 挖财宝\n",
      "removed 财猫 by 招财猫理财\n",
      "removed 招财 by 招财猫理财\n",
      "removed 顺发 by 顺发投资\n",
      "removed 顺发 by 云南顺发投资管理有限公司\n",
      "removed 顺发投资 by 云南顺发投资管理有限公司\n",
      "removed 智汇 by 财富智汇\n",
      "removed 智汇 by 富智汇\n",
      "removed 富智汇 by 财富智汇\n",
      "removed 玖富普惠 by 玖富普惠理财\n",
      "removed 陨石地带 by 北京陨石地带信息技术有限公司\n",
      "removed 富友支付 by 上海富友支付股份有限公司\n",
      "removed 易贷 by 车易贷\n",
      "removed 同创 by 昆明同创公司\n",
      "removed 善心汇 by 深圳市善心汇文化公司\n",
      "removed 善心汇 by 深圳善心汇\n",
      "removed 融金汇 by 天津融金汇银\n",
      "removed 平安好贷 by 广州平安好贷小额贷款有限公司\n",
      "removed 好贷 by 广州平安好贷小额贷款有限公司\n",
      "removed 好贷 by 平安好贷\n",
      "removed 小额贷款有限公司 by 广州平安好贷小额贷款有限公司\n",
      "removed 小额贷 by 广州平安好贷小额贷款有限公司\n",
      "removed 小额贷 by 小额贷款有限公司\n",
      "removed 点融 by 点融网\n",
      "removed 小牛资本 by 小牛资本管理集团\n",
      "removed 小牛新财富 by ????小牛新财富天津公司\n",
      "removed 银湖网 by 银湖网络科技有限公司\n",
      "removed 商城 by 京东商城\n",
      "removed 京东 by 京东商城\n",
      "removed 助金 by 佐助金融信息服务有限公司\n",
      "removed 荷包金融 by ????荷包金融\n",
      "removed 贝格富 by 海南贝格富科技有限公司\n",
      "removed 点滴聚 by 点滴聚财\n",
      "removed 聚财 by 点滴聚财\n",
      "removed 魔房宝 by ?魔房宝\n",
      "removed 重庆东金 by 重庆东金策略\n",
      "removed 盛投资 by 中盛投资\n",
      "removed 盛投资 by 嘉峪关中盛投资有限责任公司\n",
      "removed 中盛投资 by 嘉峪关中盛投资有限责任公司\n",
      "removed 易贷金融 by 江苏三六五易贷金融信息服务股份有限公司(三六五易贷)\n",
      "removed 金盾 by 金盾股份\n",
      "removed 我贷 by 你我贷\n",
      "removed 环球 by 环球金融\n",
      "removed 顺发 by 顺发投资\n",
      "removed 海华 by 上海华信\n",
      "removed 盾安 by 盾安集团\n",
      "removed 银票网 by 上海鸿翔银票网互联网金融信息服务有限公司\n",
      "removed 宜贷 by 宜贷网\n",
      "removed 捷财富 by 安捷财富\n",
      "removed 湖湘财富 by 湖湘贷（湖湘财富）\n",
      "removed 湖湘贷 by 湖湘贷（湖湘财富）\n",
      "removed 汇聚财富 by 上海汇聚财富\n",
      "removed 88财富 by 88财富网\n",
      "removed 华赢凯来 by 北京华赢凯来资产管理有限公司\n",
      "removed 海华 by 上海华通铂银交易市场\n",
      "removed 来贷 by 车来贷\n",
      "removed 玺鉴 by 玺鉴金融\n",
      "removed 牛牛通宝 by 牛牛通宝科技文化产业有限公司\n",
      "removed 88财富 by 88财富网\n",
      "removed 米袋 by 米袋计划\n",
      "removed 鼎财富 by 问鼎财富\n",
      "removed 北京仁远融信资本 by 北京仁远融信资本管理有限公司\n",
      "removed 融信资本 by 北京仁远融信资本\n",
      "removed 融信资本 by 北京仁远融信资本管理有限公司\n",
      "removed 有家 by 快有家\n",
      "removed 能贷 by 车能贷\n",
      "removed 融网 by 艺融网\n",
      "removed 汇通 by 鼎亨汇通\n",
      "removed 华夏万家 by 华夏万家（北京）金融服务外包有限公司\n",
      "removed 易贷 by 68易贷\n",
      "removed 融融 by 钱融融\n",
      "removed 魔袋金融 by 上海魔袋金融\n",
      "removed 金银猫 by 金银猫公司\n",
      "removed 小牛资本 by ????小牛资本\n",
      "removed 助金 by 佐助金服\n",
      "removed 金诚财富 by 金诚财富集团\n",
      "removed 中汇投资 by 中山中汇投资集团有限公司\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 金赢家 by 黄金赢家\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 能贷 by 车能贷\n",
      "removed 证通 by 上海证通股份有 ?????\n",
      "removed 美银 by 美银金融\n",
      "removed 鼎财富 by 问鼎财富\n",
      "removed 玖富万卡 by 玖富万卡套路贷 \n",
      "removed 泰金服 by 元泰金服\n",
      "removed 点融 by 点融网\n",
      "removed 中融信 by 中融信担保\n",
      "removed 链家 by 链家理财\n",
      "removed 泛海控股 by 中国泛海控股集团有限公司\n",
      "removed 源金 by 源金所\n",
      "removed 融金汇 by 上海融金汇银\n",
      "removed 人人爱 by 人人爱家\n",
      "removed 投之家 by 深圳投之家\n",
      "removed 合时代 by 合时代金融\n",
      "removed 温商贷 by 浙江温商贷\n",
      "removed 融金汇 by 天津融金汇银上海浦东分公司\n",
      "removed 鼎财富 by 问鼎财富\n",
      "removed 团贷 by 团贷网\n",
      "removed 泰金服 by 元泰金服\n",
      "removed 想宝 by 理想宝\n",
      "removed 银坊金融 by 银坊金融网\n",
      "removed 万盈金融 by 深圳万盈金融\n",
      "removed 智汇 by 财富智汇\n",
      "removed 智汇 by 富智汇\n",
      "removed 富智汇 by 财富智汇\n",
      "removed 富友支付 by 上海富友支付股份有限公司\n",
      "removed 我贷 by 你我贷\n",
      "removed 富宝 by 广富宝\n",
      "removed 易财行 by 易财行财富\n",
      "removed 新财富 by 益新财富\n"
     ]
    }
   ],
   "source": [
    "rs_df['key_entity'] = rs_df['key_entity'].map(lambda x: trans_keys(trans_map,x)).map(remove_short_entity_by_long)\n",
    "rs_df.reset_index(drop=True).to_csv('round2/tmp/multi_class_cross1_onround2data_notgoodremoved_removehesitate.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>negative</th>\n",
       "      <th>key_entity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>13009</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  negative key_entity\n",
       "8  13009         0        NaN"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rs_df[rs_df['id']==hesitate_ids[1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "#结果中的nan\n",
    "negative_samples = rs_df[rs_df['negative']==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>negative</th>\n",
       "      <th>key_entity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>60</td>\n",
       "      <td>13061</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>380</td>\n",
       "      <td>13381</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>813</td>\n",
       "      <td>13814</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>955</td>\n",
       "      <td>13956</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1078</td>\n",
       "      <td>14079</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1532</td>\n",
       "      <td>14533</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2334</td>\n",
       "      <td>15335</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2514</td>\n",
       "      <td>15515</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2639</td>\n",
       "      <td>15640</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2924</td>\n",
       "      <td>15925</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2996</td>\n",
       "      <td>15997</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3491</td>\n",
       "      <td>16492</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3637</td>\n",
       "      <td>16638</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4307</td>\n",
       "      <td>17308</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4585</td>\n",
       "      <td>17586</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4641</td>\n",
       "      <td>17642</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6277</td>\n",
       "      <td>19279</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6526</td>\n",
       "      <td>19528</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6661</td>\n",
       "      <td>19663</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6851</td>\n",
       "      <td>19853</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6882</td>\n",
       "      <td>19884</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7446</td>\n",
       "      <td>20449</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8077</td>\n",
       "      <td>21080</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8174</td>\n",
       "      <td>21177</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8210</td>\n",
       "      <td>21213</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8402</td>\n",
       "      <td>21405</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8745</td>\n",
       "      <td>21748</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9182</td>\n",
       "      <td>22186</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9361</td>\n",
       "      <td>22365</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9412</td>\n",
       "      <td>22416</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9512</td>\n",
       "      <td>22516</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9727</td>\n",
       "      <td>22731</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9890</td>\n",
       "      <td>22894</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id  negative key_entity\n",
       "60    13061         1        NaN\n",
       "380   13381         1        NaN\n",
       "813   13814         1        NaN\n",
       "955   13956         1        NaN\n",
       "1078  14079         1        NaN\n",
       "1532  14533         1        NaN\n",
       "2334  15335         1        NaN\n",
       "2514  15515         1        NaN\n",
       "2639  15640         1        NaN\n",
       "2924  15925         1        NaN\n",
       "2996  15997         1        NaN\n",
       "3491  16492         1        NaN\n",
       "3637  16638         1        NaN\n",
       "4307  17308         1        NaN\n",
       "4585  17586         1        NaN\n",
       "4641  17642         1        NaN\n",
       "6277  19279         1        NaN\n",
       "6526  19528         1        NaN\n",
       "6661  19663         1        NaN\n",
       "6851  19853         1        NaN\n",
       "6882  19884         1        NaN\n",
       "7446  20449         1        NaN\n",
       "8077  21080         1        NaN\n",
       "8174  21177         1        NaN\n",
       "8210  21213         1        NaN\n",
       "8402  21405         1        NaN\n",
       "8745  21748         1        NaN\n",
       "9182  22186         1        NaN\n",
       "9361  22365         1        NaN\n",
       "9412  22416         1        NaN\n",
       "9512  22516         1        NaN\n",
       "9727  22731         1        NaN\n",
       "9890  22894         1        NaN"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "negative_nan_samples = negative_samples[negative_samples['key_entity'].map(lambda x:( not isinstance(x,str)))]\n",
    "negative_nan_samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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